Dataset statistics
| Number of variables | 25 |
|---|---|
| Number of observations | 4250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 626.8 KiB |
| Average record size in memory | 151.0 B |
Variable types
| Numeric | 19 |
|---|---|
| Categorical | 6 |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_calls is highly correlated with TotalDaychargePerCall | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_calls is highly correlated with TotalEvechargePerCall | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_calls is highly correlated with TotalNightchargePercall | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_calls is highly correlated with TotalIntnlchargePerCall | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
area_code_area_code_408 is highly correlated with area_code_area_code_415 | High correlation |
area_code_area_code_415 is highly correlated with area_code_area_code_408 and 1 other fields | High correlation |
area_code_area_code_510 is highly correlated with area_code_area_code_415 | High correlation |
TotalDaychargePerCall is highly correlated with total_day_calls | High correlation |
TotalNightchargePercall is highly correlated with total_night_calls | High correlation |
TotalEvechargePerCall is highly correlated with total_eve_calls | High correlation |
TotalIntnlchargePerCall is highly correlated with total_intl_calls | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_calls is highly correlated with TotalDaychargePerCall | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_calls is highly correlated with TotalEvechargePerCall | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_calls is highly correlated with TotalNightchargePercall | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_calls is highly correlated with TotalIntnlchargePerCall | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
area_code_area_code_408 is highly correlated with area_code_area_code_415 | High correlation |
area_code_area_code_415 is highly correlated with area_code_area_code_408 and 1 other fields | High correlation |
area_code_area_code_510 is highly correlated with area_code_area_code_415 | High correlation |
TotalDaychargePerCall is highly correlated with total_day_calls | High correlation |
TotalNightchargePercall is highly correlated with total_night_calls | High correlation |
TotalEvechargePerCall is highly correlated with total_eve_calls | High correlation |
TotalIntnlchargePerCall is highly correlated with total_intl_calls | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_calls is highly correlated with TotalDaychargePerCall | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_calls is highly correlated with TotalEvechargePerCall | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_charge | High correlation |
total_night_calls is highly correlated with TotalNightchargePercall | High correlation |
total_night_charge is highly correlated with total_night_minutes | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_calls is highly correlated with TotalIntnlchargePerCall | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
area_code_area_code_408 is highly correlated with area_code_area_code_415 | High correlation |
area_code_area_code_415 is highly correlated with area_code_area_code_408 and 1 other fields | High correlation |
area_code_area_code_510 is highly correlated with area_code_area_code_415 | High correlation |
TotalDaychargePerCall is highly correlated with total_day_calls | High correlation |
TotalNightchargePercall is highly correlated with total_night_calls | High correlation |
TotalEvechargePerCall is highly correlated with total_eve_calls | High correlation |
TotalIntnlchargePerCall is highly correlated with total_intl_calls | High correlation |
area_code_area_code_415 is highly correlated with area_code_area_code_408 and 1 other fields | High correlation |
area_code_area_code_408 is highly correlated with area_code_area_code_415 | High correlation |
area_code_area_code_510 is highly correlated with area_code_area_code_415 | High correlation |
total_day_minutes is highly correlated with total_day_charge | High correlation |
total_day_calls is highly correlated with TotalDaychargePerCall | High correlation |
total_day_charge is highly correlated with total_day_minutes | High correlation |
total_eve_minutes is highly correlated with total_eve_charge | High correlation |
total_eve_calls is highly correlated with TotalEvechargePerCall | High correlation |
total_eve_charge is highly correlated with total_eve_minutes | High correlation |
total_night_minutes is highly correlated with total_night_calls and 2 other fields | High correlation |
total_night_calls is highly correlated with total_night_minutes and 2 other fields | High correlation |
total_night_charge is highly correlated with total_night_minutes and 2 other fields | High correlation |
total_intl_minutes is highly correlated with total_intl_charge | High correlation |
total_intl_calls is highly correlated with TotalIntnlchargePerCall | High correlation |
total_intl_charge is highly correlated with total_intl_minutes | High correlation |
area_code_area_code_408 is highly correlated with area_code_area_code_415 and 1 other fields | High correlation |
area_code_area_code_415 is highly correlated with area_code_area_code_408 and 1 other fields | High correlation |
area_code_area_code_510 is highly correlated with area_code_area_code_408 and 1 other fields | High correlation |
TotalDaychargePerCall is highly correlated with total_day_calls | High correlation |
TotalNightchargePercall is highly correlated with total_night_minutes and 2 other fields | High correlation |
TotalEvechargePerCall is highly correlated with total_eve_calls | High correlation |
TotalIntnlchargePerCall is highly correlated with total_intl_calls | High correlation |
state has 61 (1.4%) zeros | Zeros |
number_customer_service_calls has 886 (20.8%) zeros | Zeros |
Reproduction
| Analysis started | 2021-11-02 19:21:29.196062 |
|---|---|
| Analysis finished | 2021-11-02 19:23:06.941646 |
| Duration | 1 minute and 37.75 seconds |
| Software version | pandas-profiling v3.1.1 |
| Download configuration | config.json |
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 26.09411765 |
| Minimum | 0 |
|---|---|
| Maximum | 50 |
| Zeros | 61 |
| Zeros (%) | 1.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 4.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 14 |
| median | 26 |
| Q3 | 39 |
| 95-th percentile | 49 |
| Maximum | 50 |
| Range | 50 |
| Interquartile range (IQR) | 25 |
Descriptive statistics
| Standard deviation | 14.76904934 |
|---|---|
| Coefficient of variation (CV) | 0.565991521 |
| Kurtosis | -1.186782745 |
| Mean | 26.09411765 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.05908461521 |
| Sum | 110900 |
| Variance | 218.1248183 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 49 | 139 | 3.3% |
| 23 | 108 | 2.5% |
| 13 | 106 | 2.5% |
| 1 | 101 | 2.4% |
| 45 | 100 | 2.4% |
| 37 | 99 | 2.3% |
| 43 | 98 | 2.3% |
| 44 | 97 | 2.3% |
| 34 | 96 | 2.3% |
| 31 | 96 | 2.3% |
| Other values (41) | 3210 |
| Value | Count | Frequency (%) |
| 0 | 61 | |
| 1 | 101 | |
| 2 | 71 | |
| 3 | 77 | |
| 4 | 39 | 0.9% |
| 5 | 80 | |
| 6 | 88 | |
| 7 | 72 | |
| 8 | 80 | |
| 9 | 76 |
| Value | Count | Frequency (%) |
| 50 | 95 | |
| 49 | 139 | |
| 48 | 94 | |
| 47 | 80 | |
| 46 | 86 | |
| 45 | 100 | |
| 44 | 97 | |
| 43 | 98 | |
| 42 | 79 | |
| 41 | 75 |
account_length
Real number (ℝ≥0)
| Distinct | 215 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.2362353 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.45 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.69840057 |
|---|---|
| Coefficient of variation (CV) | 0.3960483996 |
| Kurtosis | -0.1321747749 |
| Mean | 100.2362353 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.1223273244 |
| Sum | 426004 |
| Variance | 1575.963008 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 53 | 1.2% |
| 87 | 51 | 1.2% |
| 93 | 50 | 1.2% |
| 100 | 48 | 1.1% |
| 120 | 48 | 1.1% |
| 105 | 48 | 1.1% |
| 116 | 47 | 1.1% |
| 98 | 47 | 1.1% |
| 127 | 47 | 1.1% |
| 112 | 46 | 1.1% |
| Other values (205) | 3765 |
| Value | Count | Frequency (%) |
| 1 | 7 | |
| 2 | 2 | < 0.1% |
| 3 | 7 | |
| 4 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 5 | |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 3 |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 232 | 2 | |
| 225 | 2 | |
| 224 | 2 | |
| 222 | 2 | |
| 221 | 1 | < 0.1% |
| 217 | 3 | |
| 216 | 1 | < 0.1% |
| 215 | 1 | < 0.1% |
| 212 | 1 | < 0.1% |
international_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4250 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3854 | |
| 1 | 396 | 9.3% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 3854 | |
| 1 | 396 | 9.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3854 | |
| 1 | 396 | 9.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4250 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3854 | |
| 1 | 396 | 9.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4250 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3854 | |
| 1 | 396 | 9.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3854 | |
| 1 | 396 | 9.3% |
voice_mail_plan
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4250 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3138 | |
| 1 | 1112 | 26.2% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 3138 | |
| 1 | 1112 | 26.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3138 | |
| 1 | 1112 | 26.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4250 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3138 | |
| 1 | 1112 | 26.2% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4250 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3138 | |
| 1 | 1112 | 26.2% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3138 | |
| 1 | 1112 | 26.2% |
total_day_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1843 |
|---|---|
| Distinct (%) | 43.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.2596 |
| Minimum | 0 |
|---|---|
| Maximum | 351.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.59 |
| Q1 | 143.325 |
| median | 180.45 |
| Q3 | 216.2 |
| 95-th percentile | 271.055 |
| Maximum | 351.5 |
| Range | 351.5 |
| Interquartile range (IQR) | 72.875 |
Descriptive statistics
| Standard deviation | 54.01237333 |
|---|---|
| Coefficient of variation (CV) | 0.2996365982 |
| Kurtosis | -0.05670971637 |
| Mean | 180.2596 |
| Median Absolute Deviation (MAD) | 36.6 |
| Skewness | -0.006910229801 |
| Sum | 766103.3 |
| Variance | 2917.336473 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 189.3 | 10 | 0.2% |
| 180 | 9 | 0.2% |
| 184.5 | 8 | 0.2% |
| 154 | 8 | 0.2% |
| 177.1 | 8 | 0.2% |
| 168.6 | 7 | 0.2% |
| 230.7 | 7 | 0.2% |
| 183.6 | 7 | 0.2% |
| 197 | 7 | 0.2% |
| 185 | 7 | 0.2% |
| Other values (1833) | 4172 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 6.6 | 1 | |
| 7.2 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 25.9 | 1 | |
| 27 | 1 | |
| 29.9 | 1 | |
| 30.9 | 1 |
| Value | Count | Frequency (%) |
| 351.5 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 338.4 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 332.1 | 1 | |
| 329.8 | 1 |
total_day_calls
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 120 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.90729412 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.85081731 |
|---|---|
| Coefficient of variation (CV) | 0.1986923726 |
| Kurtosis | 0.1935936484 |
| Mean | 99.90729412 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.08581246337 |
| Sum | 424606 |
| Variance | 394.054948 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 101 | 2.4% |
| 95 | 97 | 2.3% |
| 110 | 92 | 2.2% |
| 94 | 92 | 2.2% |
| 112 | 90 | 2.1% |
| 102 | 89 | 2.1% |
| 97 | 88 | 2.1% |
| 107 | 87 | 2.0% |
| 100 | 85 | 2.0% |
| 108 | 84 | 2.0% |
| Other values (110) | 3345 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 30 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 40 | 2 | |
| 42 | 1 | < 0.1% |
| 44 | 4 | |
| 45 | 3 | |
| 46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 160 | 2 | < 0.1% |
| 158 | 2 | < 0.1% |
| 157 | 2 | < 0.1% |
| 156 | 3 | 0.1% |
| 152 | 2 | < 0.1% |
| 151 | 6 | |
| 150 | 3 | 0.1% |
| 148 | 6 | |
| 147 | 8 |
total_day_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1843 |
|---|---|
| Distinct (%) | 43.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.64468235 |
| Minimum | 0 |
|---|---|
| Maximum | 59.76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.5735 |
| Q1 | 24.365 |
| median | 30.68 |
| Q3 | 36.75 |
| 95-th percentile | 46.081 |
| Maximum | 59.76 |
| Range | 59.76 |
| Interquartile range (IQR) | 12.385 |
Descriptive statistics
| Standard deviation | 9.182096033 |
|---|---|
| Coefficient of variation (CV) | 0.2996309744 |
| Kurtosis | -0.0565844345 |
| Mean | 30.64468235 |
| Median Absolute Deviation (MAD) | 6.225 |
| Skewness | -0.006912526228 |
| Sum | 130239.9 |
| Variance | 84.31088755 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.18 | 10 | 0.2% |
| 30.6 | 9 | 0.2% |
| 30.11 | 8 | 0.2% |
| 31.37 | 8 | 0.2% |
| 26.18 | 8 | 0.2% |
| 31.45 | 7 | 0.2% |
| 34.58 | 7 | 0.2% |
| 29.58 | 7 | 0.2% |
| 28.63 | 7 | 0.2% |
| 28.66 | 7 | 0.2% |
| Other values (1833) | 4172 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.44 | 1 | |
| 1.12 | 1 | |
| 1.22 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 4.4 | 1 | |
| 4.59 | 1 | |
| 5.08 | 1 | |
| 5.25 | 1 |
| Value | Count | Frequency (%) |
| 59.76 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.53 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.59 | 1 | |
| 56.46 | 1 | |
| 56.07 | 1 |
total_eve_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1773 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.1739059 |
| Minimum | 0 |
|---|---|
| Maximum | 359.3 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.2 |
| Q1 | 165.925 |
| median | 200.7 |
| Q3 | 233.775 |
| 95-th percentile | 282.71 |
| Maximum | 359.3 |
| Range | 359.3 |
| Interquartile range (IQR) | 67.85 |
Descriptive statistics
| Standard deviation | 50.24951818 |
|---|---|
| Coefficient of variation (CV) | 0.2510293135 |
| Kurtosis | 0.04345320215 |
| Mean | 200.1739059 |
| Median Absolute Deviation (MAD) | 33.7 |
| Skewness | -0.03041458624 |
| Sum | 850739.1 |
| Variance | 2525.014078 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 230.9 | 10 | 0.2% |
| 187.5 | 9 | 0.2% |
| 194 | 9 | 0.2% |
| 169.9 | 9 | 0.2% |
| 199.7 | 9 | 0.2% |
| 201 | 8 | 0.2% |
| 216.5 | 8 | 0.2% |
| 223.5 | 8 | 0.2% |
| 209.4 | 8 | 0.2% |
| 211.5 | 8 | 0.2% |
| Other values (1763) | 4164 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 22.3 | 1 | |
| 37.8 | 1 | |
| 41.7 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 47.3 | 1 | |
| 48.1 | 1 | |
| 49.2 | 1 |
| Value | Count | Frequency (%) |
| 359.3 | 1 | |
| 352.1 | 1 | |
| 351.6 | 1 | |
| 349.4 | 1 | |
| 348.5 | 1 | |
| 347.3 | 1 | |
| 345.1 | 1 | |
| 344.9 | 1 | |
| 344 | 1 | |
| 341.3 | 1 |
total_eve_calls
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 123 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.1764706 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.9085911 |
|---|---|
| Coefficient of variation (CV) | 0.1987352019 |
| Kurtosis | 0.1145997215 |
| Mean | 100.1764706 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.02081182363 |
| Sum | 425750 |
| Variance | 396.3519998 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 98 | 2.3% |
| 103 | 96 | 2.3% |
| 91 | 95 | 2.2% |
| 97 | 91 | 2.1% |
| 94 | 88 | 2.1% |
| 96 | 88 | 2.1% |
| 108 | 88 | 2.1% |
| 88 | 87 | 2.0% |
| 101 | 86 | 2.0% |
| 104 | 85 | 2.0% |
| Other values (113) | 3348 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 5 | |
| 47 | 1 | < 0.1% |
| 48 | 6 |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 5 | |
| 154 | 3 | |
| 153 | 1 | < 0.1% |
| 152 | 6 |
total_eve_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1572 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.01501176 |
| Minimum | 0 |
|---|---|
| Maximum | 30.54 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.05 |
| Q1 | 14.1025 |
| median | 17.06 |
| Q3 | 19.8675 |
| 95-th percentile | 24.031 |
| Maximum | 30.54 |
| Range | 30.54 |
| Interquartile range (IQR) | 5.765 |
Descriptive statistics
| Standard deviation | 4.271211992 |
|---|---|
| Coefficient of variation (CV) | 0.2510260969 |
| Kurtosis | 0.04332949445 |
| Mean | 17.01501176 |
| Median Absolute Deviation (MAD) | 2.86 |
| Skewness | -0.03038789084 |
| Sum | 72313.8 |
| Variance | 18.24325188 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 16.12 | 13 | 0.3% |
| 18.79 | 13 | 0.3% |
| 14.25 | 13 | 0.3% |
| 16.97 | 12 | 0.3% |
| 15.9 | 12 | 0.3% |
| 18.96 | 11 | 0.3% |
| 16.8 | 10 | 0.2% |
| 19.63 | 10 | 0.2% |
| 17.09 | 10 | 0.2% |
| 16.41 | 9 | 0.2% |
| Other values (1562) | 4137 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.9 | 1 | |
| 3.21 | 1 | |
| 3.54 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.02 | 1 | |
| 4.09 | 1 | |
| 4.18 | 1 |
| Value | Count | Frequency (%) |
| 30.54 | 1 | |
| 29.93 | 1 | |
| 29.89 | 1 | |
| 29.7 | 1 | |
| 29.62 | 1 | |
| 29.52 | 1 | |
| 29.33 | 1 | |
| 29.32 | 1 | |
| 29.24 | 1 | |
| 29.01 | 1 |
total_night_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 1757 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.5278824 |
| Minimum | 0 |
|---|---|
| Maximum | 395 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.09 |
| Q1 | 167.225 |
| median | 200.45 |
| Q3 | 234.7 |
| 95-th percentile | 282.71 |
| Maximum | 395 |
| Range | 395 |
| Interquartile range (IQR) | 67.475 |
Descriptive statistics
| Standard deviation | 50.35354807 |
|---|---|
| Coefficient of variation (CV) | 0.251104971 |
| Kurtosis | 0.1148535776 |
| Mean | 200.5278824 |
| Median Absolute Deviation (MAD) | 33.55 |
| Skewness | 0.008490819348 |
| Sum | 852243.5 |
| Variance | 2535.479804 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 186.2 | 11 | 0.3% |
| 208.9 | 10 | 0.2% |
| 188.2 | 8 | 0.2% |
| 169.4 | 8 | 0.2% |
| 193.6 | 8 | 0.2% |
| 230.1 | 8 | 0.2% |
| 190.5 | 8 | 0.2% |
| 228.1 | 8 | 0.2% |
| 214.7 | 8 | 0.2% |
| 214 | 8 | 0.2% |
| Other values (1747) | 4165 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 23.2 | 1 | |
| 43.7 | 1 | |
| 45 | 1 | |
| 46.7 | 1 | |
| 47.4 | 1 | |
| 50.1 | 2 | |
| 53.3 | 1 | |
| 54 | 1 | |
| 54.5 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 381.6 | 1 | |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 359.9 | 1 | |
| 355.1 | 1 | |
| 352.5 | 1 | |
| 352.2 | 1 |
total_night_calls
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 128 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.83952941 |
| Minimum | 0 |
|---|---|
| Maximum | 175 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 86 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 175 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.09321979 |
|---|---|
| Coefficient of variation (CV) | 0.2012551532 |
| Kurtosis | 0.07721835856 |
| Mean | 99.83952941 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.005273110227 |
| Sum | 424318 |
| Variance | 403.7374815 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 100 | 2.4% |
| 99 | 92 | 2.2% |
| 95 | 91 | 2.1% |
| 102 | 90 | 2.1% |
| 91 | 88 | 2.1% |
| 94 | 88 | 2.1% |
| 104 | 87 | 2.0% |
| 98 | 87 | 2.0% |
| 100 | 86 | 2.0% |
| 109 | 85 | 2.0% |
| Other values (118) | 3356 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 2 | |
| 40 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 42 | 4 | |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 46 | 3 |
| Value | Count | Frequency (%) |
| 175 | 1 | |
| 170 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 159 | 2 | |
| 158 | 2 | |
| 157 | 2 | |
| 156 | 2 |
total_night_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 992 |
|---|---|
| Distinct (%) | 23.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.023891765 |
| Minimum | 0 |
|---|---|
| Maximum | 17.77 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.3145 |
| Q1 | 7.5225 |
| median | 9.02 |
| Q3 | 10.56 |
| 95-th percentile | 12.7255 |
| Maximum | 17.77 |
| Range | 17.77 |
| Interquartile range (IQR) | 3.0375 |
Descriptive statistics
| Standard deviation | 2.265921811 |
|---|---|
| Coefficient of variation (CV) | 0.2511025033 |
| Kurtosis | 0.1148651735 |
| Mean | 9.023891765 |
| Median Absolute Deviation (MAD) | 1.51 |
| Skewness | 0.008444754041 |
| Sum | 38351.54 |
| Variance | 5.134401655 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.4 | 18 | 0.4% |
| 9.63 | 17 | 0.4% |
| 8.15 | 17 | 0.4% |
| 10.8 | 17 | 0.4% |
| 9.66 | 16 | 0.4% |
| 8.82 | 15 | 0.4% |
| 10.49 | 15 | 0.4% |
| 9.76 | 15 | 0.4% |
| 8.57 | 14 | 0.3% |
| 10.35 | 14 | 0.3% |
| Other values (982) | 4092 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.04 | 1 | |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.1 | 1 | |
| 2.13 | 1 | |
| 2.25 | 2 | |
| 2.4 | 1 | |
| 2.43 | 1 | |
| 2.45 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 17.17 | 1 | |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.2 | 1 | |
| 15.98 | 1 | |
| 15.86 | 1 | |
| 15.85 | 1 |
total_intl_minutes
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 168 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.25607059 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12 |
| 95-th percentile | 14.6 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.760101726 |
|---|---|
| Coefficient of variation (CV) | 0.2691188309 |
| Kurtosis | 0.7029511928 |
| Mean | 10.25607059 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.2413595394 |
| Sum | 43588.3 |
| Variance | 7.618161539 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.1 | 75 | 1.8% |
| 9.8 | 73 | 1.7% |
| 11.4 | 73 | 1.7% |
| 10.2 | 72 | 1.7% |
| 10.9 | 71 | 1.7% |
| 11.3 | 70 | 1.6% |
| 10.1 | 69 | 1.6% |
| 9.7 | 68 | 1.6% |
| 9.5 | 66 | 1.6% |
| 10.5 | 66 | 1.6% |
| Other values (158) | 3547 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 0.4 | 1 | < 0.1% |
| 1.1 | 2 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 2.1 | 2 | < 0.1% |
| 2.2 | 2 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19.7 | 2 | |
| 19.3 | 1 | < 0.1% |
| 19.2 | 1 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 18.5 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.3 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 3 |
total_intl_calls
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.426352941 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.463069113 |
|---|---|
| Coefficient of variation (CV) | 0.5564556522 |
| Kurtosis | 3.263227525 |
| Mean | 4.426352941 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.360122209 |
| Sum | 18812 |
| Variance | 6.066709454 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 847 | |
| 4 | 795 | |
| 2 | 644 | |
| 5 | 598 | |
| 6 | 408 | |
| 7 | 272 | 6.4% |
| 1 | 226 | 5.3% |
| 8 | 153 | 3.6% |
| 9 | 126 | 3.0% |
| 10 | 59 | 1.4% |
| Other values (11) | 122 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 22 | 0.5% |
| 1 | 226 | 5.3% |
| 2 | 644 | |
| 3 | 847 | |
| 4 | 795 | |
| 5 | 598 | |
| 6 | 408 | |
| 7 | 272 | 6.4% |
| 8 | 153 | 3.6% |
| 9 | 126 | 3.0% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 7 | 0.2% |
| 15 | 9 | 0.2% |
| 14 | 5 | 0.1% |
| 13 | 16 | |
| 12 | 18 | |
| 11 | 38 |
total_intl_charge
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 168 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.769654118 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.24 |
| 95-th percentile | 3.94 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.94 |
Descriptive statistics
| Standard deviation | 0.7452041364 |
|---|---|
| Coefficient of variation (CV) | 0.2690603609 |
| Kurtosis | 0.7033212689 |
| Mean | 2.769654118 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.2416706661 |
| Sum | 11771.03 |
| Variance | 0.5553292049 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 75 | 1.8% |
| 3.08 | 73 | 1.7% |
| 2.65 | 73 | 1.7% |
| 2.75 | 72 | 1.7% |
| 2.94 | 71 | 1.7% |
| 3.05 | 70 | 1.6% |
| 2.73 | 69 | 1.6% |
| 2.62 | 68 | 1.6% |
| 2.84 | 66 | 1.6% |
| 2.57 | 66 | 1.6% |
| Other values (158) | 3547 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 0.11 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.54 | 2 | < 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.59 | 2 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 5.32 | 2 | |
| 5.21 | 1 | < 0.1% |
| 5.18 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.94 | 1 | < 0.1% |
| 4.91 | 2 | |
| 4.86 | 3 |
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.559058824 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 886 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.31143353 |
|---|---|
| Coefficient of variation (CV) | 0.8411700126 |
| Kurtosis | 1.655618759 |
| Mean | 1.559058824 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.082691586 |
| Sum | 6626 |
| Variance | 1.719857904 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1524 | |
| 2 | 947 | |
| 0 | 886 | |
| 3 | 558 | 13.1% |
| 4 | 209 | 4.9% |
| 5 | 81 | 1.9% |
| 6 | 28 | 0.7% |
| 7 | 13 | 0.3% |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 886 | |
| 1 | 1524 | |
| 2 | 947 | |
| 3 | 558 | 13.1% |
| 4 | 209 | 4.9% |
| 5 | 81 | 1.9% |
| 6 | 28 | 0.7% |
| 7 | 13 | 0.3% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 13 | 0.3% |
| 6 | 28 | 0.7% |
| 5 | 81 | 1.9% |
| 4 | 209 | 4.9% |
| 3 | 558 | 13.1% |
| 2 | 947 | |
| 1 | 1524 | |
| 0 | 886 |
churn
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4250 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3652 | |
| 1 | 598 | 14.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 3652 | |
| 1 | 598 | 14.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3652 | |
| 1 | 598 | 14.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4250 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3652 | |
| 1 | 598 | 14.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4250 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3652 | |
| 1 | 598 | 14.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3652 | |
| 1 | 598 | 14.1% |
area_code_area_code_408
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4250 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3164 | |
| 1 | 1086 | 25.6% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 3164 | |
| 1 | 1086 | 25.6% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3164 | |
| 1 | 1086 | 25.6% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4250 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3164 | |
| 1 | 1086 | 25.6% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4250 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3164 | |
| 1 | 1086 | 25.6% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3164 | |
| 1 | 1086 | 25.6% |
area_code_area_code_415
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4250 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 0 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 1 | 2108 |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 1 | 2108 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 1 | 2108 |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4250 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 1 | 2108 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4250 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 1 | 2108 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 2142 | |
| 1 | 2108 |
area_code_area_code_510
Categorical
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 4250 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 3194 | |
| 1 | 1056 | 24.8% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0 | 3194 | |
| 1 | 1056 | 24.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 3194 | |
| 1 | 1056 | 24.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 4250 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 3194 | |
| 1 | 1056 | 24.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 4250 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 3194 | |
| 1 | 1056 | 24.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 3194 | |
| 1 | 1056 | 24.8% |
TotalDaychargePerCall
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 3916 |
|---|---|
| Distinct (%) | 92.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 16.98454527 |
| Minimum | 0 |
|---|---|
| Maximum | 28.05213731 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 11.39 |
| Q1 | 14.78934564 |
| median | 17.00058888 |
| Q3 | 19.21073371 |
| 95-th percentile | 22.60959091 |
| Maximum | 28.05213731 |
| Range | 28.05213731 |
| Interquartile range (IQR) | 4.421388077 |
Descriptive statistics
| Standard deviation | 3.374701333 |
|---|---|
| Coefficient of variation (CV) | 0.1986924747 |
| Kurtosis | 0.1935961754 |
| Mean | 16.98454527 |
| Median Absolute Deviation (MAD) | 2.210602988 |
| Skewness | -0.08579599779 |
| Sum | 72184.31741 |
| Variance | 11.38860908 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 17 | 11 | 0.3% |
| 17.17 | 11 | 0.3% |
| 17.34 | 10 | 0.2% |
| 16.15 | 9 | 0.2% |
| 18.7 | 9 | 0.2% |
| 19.04 | 7 | 0.2% |
| 20.91 | 7 | 0.2% |
| 17.68 | 7 | 0.2% |
| 13.26 | 6 | 0.1% |
| 20.23 | 6 | 0.1% |
| Other values (3906) | 4167 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 5.10013844 | 1 | |
| 5.780250553 | 1 | |
| 5.951211073 | 1 | |
| 6.120775027 | 1 | |
| 6.799433695 | 1 | |
| 6.799653079 | 1 | |
| 7.140953823 | 1 | |
| 7.479308539 | 1 | |
| 7.480154008 | 1 |
| Value | Count | Frequency (%) |
| 28.05213731 | 1 | |
| 27.20242302 | 1 | |
| 27.19651922 | 1 | |
| 26.86523179 | 1 | |
| 26.86 | 1 | |
| 26.69147834 | 1 | |
| 26.68917063 | 1 | |
| 26.52543554 | 1 | |
| 26.52 | 2 | |
| 25.84434907 | 1 |
TotalNightchargePercall
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 4058 |
|---|---|
| Distinct (%) | 95.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.492846656 |
| Minimum | 0 |
|---|---|
| Maximum | 7.873006834 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 3.015221015 |
| Q1 | 3.870488103 |
| median | 4.49959968 |
| Q3 | 5.086778288 |
| 95-th percentile | 5.942465752 |
| Maximum | 7.873006834 |
| Range | 7.873006834 |
| Interquartile range (IQR) | 1.216290185 |
Descriptive statistics
| Standard deviation | 0.9042044338 |
|---|---|
| Coefficient of variation (CV) | 0.2012542388 |
| Kurtosis | 0.07775190429 |
| Mean | 4.492846656 |
| Median Absolute Deviation (MAD) | 0.6282930397 |
| Skewness | 0.005307809384 |
| Sum | 19094.59829 |
| Variance | 0.8175856582 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5.04 | 5 | 0.1% |
| 4.005 | 5 | 0.1% |
| 4.725 | 4 | 0.1% |
| 4.995 | 4 | 0.1% |
| 4.23 | 4 | 0.1% |
| 5.31 | 4 | 0.1% |
| 4.95 | 4 | 0.1% |
| 4.455 | 4 | 0.1% |
| 3.735 | 4 | 0.1% |
| 4.32 | 4 | 0.1% |
| Other values (4048) | 4208 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.485070183 | 1 | |
| 1.620323741 | 1 | |
| 1.709355308 | 1 | |
| 1.71046683 | 1 | |
| 1.799291617 | 1 | |
| 1.84476678 | 1 | |
| 1.889219331 | 1 | |
| 1.889361702 | 1 | |
| 1.889596929 | 1 |
| Value | Count | Frequency (%) |
| 7.873006834 | 1 | |
| 7.653640257 | 1 | |
| 7.427306617 | 1 | |
| 7.383886256 | 1 | |
| 7.243430799 | 1 | |
| 7.197640118 | 1 | |
| 7.157250708 | 1 | |
| 7.153304904 | 1 | |
| 7.110559887 | 1 | |
| 7.108702791 | 1 |
TotalEvechargePerCall
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 4037 |
|---|---|
| Distinct (%) | 95.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 8.51513693 |
| Minimum | 0 |
|---|---|
| Maximum | 14.45102163 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.696086376 |
| Q1 | 7.395447515 |
| median | 8.502036136 |
| Q3 | 9.688243691 |
| 95-th percentile | 11.30606308 |
| Maximum | 14.45102163 |
| Range | 14.45102163 |
| Interquartile range (IQR) | 2.292796176 |
Descriptive statistics
| Standard deviation | 1.692302092 |
|---|---|
| Coefficient of variation (CV) | 0.1987404438 |
| Kurtosis | 0.1147777135 |
| Mean | 8.51513693 |
| Median Absolute Deviation (MAD) | 1.107319713 |
| Skewness | -0.02071057376 |
| Sum | 36189.33195 |
| Variance | 2.863886371 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 8.33 | 8 | 0.2% |
| 9.435 | 6 | 0.1% |
| 9.945 | 6 | 0.1% |
| 7.225 | 5 | 0.1% |
| 9.52 | 5 | 0.1% |
| 9.01 | 5 | 0.1% |
| 9.86 | 5 | 0.1% |
| 9.69 | 5 | 0.1% |
| 7.82 | 5 | 0.1% |
| 8.67 | 5 | 0.1% |
| Other values (4027) | 4195 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.019967966 | 1 | |
| 3.059408728 | 1 | |
| 3.230100689 | 1 | |
| 3.654891029 | 1 | |
| 3.739343719 | 1 | |
| 3.739833711 | 1 | |
| 3.825411335 | 1 | |
| 3.908651026 | 1 | |
| 3.909282371 | 1 |
| Value | Count | Frequency (%) |
| 14.45102163 | 1 | |
| 14.36933333 | 1 | |
| 14.28126888 | 1 | |
| 13.51721448 | 1 | |
| 13.34298201 | 1 | |
| 13.26521739 | 1 | |
| 13.18004338 | 1 | |
| 13.17673378 | 1 | |
| 13.17338877 | 1 | |
| 13.17213115 | 1 |
TotalIntnlchargePerCall
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATION| Distinct | 870 |
|---|---|
| Distinct (%) | 20.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.195385027 |
| Minimum | 0 |
|---|---|
| Maximum | 5.395683453 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.2704 |
| Q1 | 0.8093023256 |
| median | 1.080291971 |
| Q3 | 1.618032787 |
| 95-th percentile | 2.431343284 |
| Maximum | 5.395683453 |
| Range | 5.395683453 |
| Interquartile range (IQR) | 0.8087304613 |
Descriptive statistics
| Standard deviation | 0.6652220812 |
|---|---|
| Coefficient of variation (CV) | 0.5564918968 |
| Kurtosis | 3.265792205 |
| Mean | 1.195385027 |
| Median Absolute Deviation (MAD) | 0.2717553854 |
| Skewness | 1.360520976 |
| Sum | 5080.386366 |
| Variance | 0.4425204173 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.81 | 79 | 1.9% |
| 1.35 | 54 | 1.3% |
| 1.08 | 52 | 1.2% |
| 0.54 | 48 | 1.1% |
| 1.62 | 40 | 0.9% |
| 0.8111111111 | 28 | 0.7% |
| 0.5407407407 | 24 | 0.6% |
| 1.081481481 | 24 | 0.6% |
| 1.079069767 | 22 | 0.5% |
| 1.080851064 | 22 | 0.5% |
| Other values (860) | 3857 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 0.269047619 | 1 | < 0.1% |
| 0.2693548387 | 1 | < 0.1% |
| 0.2694444444 | 1 | < 0.1% |
| 0.2694915254 | 1 | < 0.1% |
| 0.2695121951 | 1 | < 0.1% |
| 0.2695652174 | 4 | 0.1% |
| 0.2696078431 | 5 | 0.1% |
| 0.2696202532 | 5 | 0.1% |
| 0.2696428571 | 4 | 0.1% |
| Value | Count | Frequency (%) |
| 5.395683453 | 1 | |
| 5.14 | 1 | |
| 4.862686567 | 1 | |
| 4.86 | 1 | |
| 4.86 | 1 | |
| 4.855813953 | 1 | |
| 4.5875 | 1 | |
| 4.330666667 | 1 | |
| 4.326956522 | 1 | |
| 4.325925926 | 2 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| state | account_length | international_plan | voice_mail_plan | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | area_code_area_code_408 | area_code_area_code_415 | area_code_area_code_510 | TotalDaychargePerCall | TotalNightchargePercall | TotalEvechargePerCall | TotalIntnlchargePerCall | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 35 | 107 | 0 | 1 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | 0 | 0 | 1 | 0 | 20.908478 | 4.635810 | 8.756317 | 0.810219 |
| 1 | 31 | 137 | 0 | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | 0 | 0 | 1 | 0 | 19.380937 | 4.681919 | 9.348185 | 1.348361 |
| 2 | 35 | 84 | 1 | 0 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | 0 | 1 | 0 | 0 | 12.070474 | 4.004774 | 7.477868 | 1.887879 |
| 3 | 36 | 75 | 1 | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | 0 | 0 | 1 | 0 | 19.210678 | 5.444676 | 10.373702 | 0.810891 |
| 4 | 19 | 121 | 0 | 1 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 | 0 | 0 | 0 | 1 | 14.958387 | 5.311665 | 9.179225 | 1.894667 |
| 5 | 24 | 147 | 1 | 0 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 | 0 | 0 | 1 | 0 | 13.430000 | 4.319547 | 7.986809 | 1.622535 |
| 6 | 18 | 117 | 0 | 0 | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 8.7 | 4 | 2.35 | 1 | 0 | 1 | 0 | 0 | 16.492629 | 4.049583 | 6.800910 | 1.080460 |
| 7 | 49 | 141 | 1 | 1 | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 | 0 | 0 | 1 | 0 | 14.279350 | 4.365594 | 9.435000 | 1.348214 |
| 8 | 15 | 65 | 0 | 0 | 129.1 | 137 | 21.95 | 228.5 | 83 | 19.42 | 208.8 | 111 | 9.40 | 12.7 | 6 | 3.43 | 4 | 1 | 0 | 1 | 0 | 23.293184 | 4.997126 | 7.054092 | 1.620472 |
| 9 | 39 | 74 | 0 | 0 | 187.7 | 127 | 31.91 | 163.4 | 148 | 13.89 | 196.0 | 94 | 8.82 | 9.1 | 5 | 2.46 | 0 | 0 | 0 | 1 | 0 | 21.590677 | 4.230000 | 12.580906 | 1.351648 |
Last rows
| state | account_length | international_plan | voice_mail_plan | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | area_code_area_code_408 | area_code_area_code_415 | area_code_area_code_510 | TotalDaychargePerCall | TotalNightchargePercall | TotalEvechargePerCall | TotalIntnlchargePerCall | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4240 | 2 | 127 | 0 | 1 | 157.6 | 107 | 26.79 | 280.6 | 49 | 23.85 | 75.1 | 77 | 3.38 | 8.0 | 4 | 2.16 | 1 | 0 | 0 | 1 | 0 | 18.188642 | 3.465513 | 4.164825 | 1.080000 |
| 4241 | 47 | 80 | 0 | 0 | 157.0 | 101 | 26.69 | 208.8 | 127 | 17.75 | 113.3 | 109 | 5.10 | 16.2 | 2 | 4.37 | 2 | 0 | 0 | 0 | 1 | 17.170000 | 4.906443 | 10.796216 | 0.539506 |
| 4242 | 23 | 150 | 0 | 0 | 170.0 | 115 | 28.90 | 162.7 | 138 | 13.83 | 267.2 | 77 | 12.02 | 8.3 | 2 | 2.24 | 0 | 0 | 1 | 0 | 0 | 19.550000 | 3.463847 | 11.730424 | 0.539759 |
| 4243 | 28 | 140 | 0 | 0 | 244.7 | 115 | 41.60 | 258.6 | 101 | 21.98 | 231.3 | 112 | 10.41 | 7.5 | 6 | 2.03 | 1 | 1 | 0 | 0 | 1 | 19.550470 | 5.040726 | 8.584609 | 1.624000 |
| 4244 | 3 | 97 | 0 | 0 | 252.6 | 89 | 42.94 | 340.3 | 91 | 28.93 | 256.5 | 67 | 11.54 | 8.8 | 5 | 2.38 | 1 | 1 | 0 | 0 | 1 | 15.129295 | 3.014347 | 7.736203 | 1.352273 |
| 4245 | 26 | 83 | 0 | 0 | 188.3 | 70 | 32.01 | 243.8 | 88 | 20.72 | 213.7 | 79 | 9.62 | 10.3 | 6 | 2.78 | 0 | 0 | 0 | 1 | 0 | 11.899628 | 3.556294 | 7.478917 | 1.619417 |
| 4246 | 49 | 73 | 0 | 0 | 177.9 | 89 | 30.24 | 131.2 | 82 | 11.15 | 186.2 | 89 | 8.38 | 11.5 | 6 | 3.11 | 3 | 0 | 1 | 0 | 0 | 15.128499 | 4.005478 | 6.968750 | 1.622609 |
| 4247 | 27 | 75 | 0 | 0 | 170.7 | 101 | 29.02 | 193.1 | 126 | 16.41 | 129.1 | 104 | 5.81 | 6.9 | 7 | 1.86 | 1 | 0 | 1 | 0 | 0 | 17.170592 | 4.680403 | 10.707716 | 1.886957 |
| 4248 | 11 | 50 | 0 | 1 | 235.7 | 127 | 40.07 | 223.0 | 126 | 18.96 | 297.5 | 116 | 13.39 | 9.9 | 5 | 2.67 | 2 | 0 | 1 | 0 | 0 | 21.590539 | 5.220975 | 10.712825 | 1.348485 |
| 4249 | 46 | 86 | 0 | 1 | 129.4 | 102 | 22.00 | 267.1 | 104 | 22.70 | 154.8 | 100 | 6.97 | 9.3 | 16 | 2.51 | 0 | 0 | 0 | 1 | 0 | 17.341577 | 4.502584 | 8.838637 | 4.318280 |